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Presents SciToolAgent-Evo, an ontology-aware self-evolving LLM agent for open-world scientific tool acquisition, along with the OpenSciToolBench benchmark of 900 realistic tasks. The agent uses an evolving memory and LinUCB-based bandit gate to dynamically explore and acquire novel tools.
Paper2Any is an open-source project that converts papers, texts, or topics into editable research diagrams, technical roadmaps, and presentations with one click, supporting multiple output formats, suitable for researchers to quickly create paper illustrations and presentation materials.